{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# FEATURE ATTACK"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "dset_avg = pd.DataFrame()\n",
    "for dset in ['CTU', 'ToN_IoT']:\n",
    "    all_avgs = pd.DataFrame()\n",
    "    for model in ['rf', 'egraphsage', 'linegraphsage']:\n",
    "        concats = pd.DataFrame()\n",
    "        if dset == 'CTU':\n",
    "            atks = ['neris', 'rbot', 'virut', 'menti', 'murlo']\n",
    "        else:\n",
    "            atks = ['ddos', 'backdoor', 'dos', 'injection', 'password', 'ransomware', 'scanning', 'xss']\n",
    "        \n",
    "        for atk in atks:\n",
    "            if model == 'rf':\n",
    "                baseline = pd.read_csv(f\"results/{dset}/scores/{model}/{atk}/baseline.csv\", index_col=0)\n",
    "                attack = pd.read_csv(f\"results/{dset}/scores/{model}/{atk}/feature_attack.csv\", index_col=0)\n",
    "            else:\n",
    "                baseline = pd.read_csv(f\"results/{dset}/scores/{model}/{atk}/baseline.csv\", index_col=0)\n",
    "                attack = pd.read_csv(f\"results/{dset}/scores/{model}/{atk}/aa_feature_recall.csv\", index_col=0)\n",
    "        \n",
    "            attack.columns = [1, 2, 3, 4, 5, 6, 7, 8, 9]\n",
    "            avg_data = pd.concat([baseline.loc['0', ['recall']].rename({'recall': 0}), attack.mean()]).to_frame()\n",
    "            concats = pd.concat([concats, avg_data], axis=1)\n",
    "            \n",
    "        all_avgs = pd.concat([all_avgs,\n",
    "                            concats.mean(axis=1).to_frame().assign(frame=f\"{model}\".capitalize()).rename(columns={'frame': 'Model'})])\n",
    "    dset_avg = pd.concat([dset_avg, all_avgs.assign(frame=f'{dset}')])\n",
    "# dset_avg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 962.875x270 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_to_plot = dset_avg.reset_index().rename(columns={'index': 'Step', 0: 'DetectionRate', 'frame': 'DSet'})\n",
    "sns.set_style('whitegrid')\n",
    "g = sns.relplot(data = data_to_plot, x='Step', y='DetectionRate', hue='Model', height=2.7, aspect=1.5, style='Model', col='DSet', kind='line', markers=True, markersize=8, linewidth=2)\n",
    "xticks=[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]\n",
    "g.set(xticks=xticks, ylim=[-0.1, 1.1], yticks = [0.0, 0.2, 0.4, 0.6, 0.8, 1.0])\n",
    "g.set_xticklabels(size=12)\n",
    "g.set_titles(col_template='{col_name}', size=14)\n",
    "plt.setp(g._legend.get_title(), fontsize=12)\n",
    "g.fig.savefig('figures/total/feature_attacks.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ADD EDGE ATTACK"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def produce_plot_data(baseline_dict, atk_dict, all_metrics = False):\n",
    "    plot_data = pd.DataFrame()\n",
    "    for key, df in atk_dict.items():\n",
    "        baseline_data = baseline_dict[key]\n",
    "        base_data = pd.concat([baseline_data.loc['1', ['recall', 'precision', 'f1-score']].rename(\n",
    "            {'precision': 'Mal Precision',\n",
    "             'recall': 'Mal Recall',\n",
    "             'f1-score': 'Mal F1-Score'}\n",
    "        ),\n",
    "            baseline_data.loc['0', ['recall', 'precision', 'f1-score']].rename(\n",
    "                {'precision': 'Ben Precision',\n",
    "                'recall': 'Ben Recall',\n",
    "                'f1-score': 'Ben F1-Score'}\n",
    "            )], axis = 0).to_frame().T\n",
    "        atk_df = pd.concat([base_data, atk_dict[key]], axis = 0)\n",
    "        if not all_metrics:\n",
    "            atk_df.drop(columns=['Mal Precision', 'Mal F1-Score', 'Ben Recall', 'Ben Precision', 'Ben F1-Score'], inplace=True)\n",
    "            \n",
    "        atk_df = pd.melt(atk_df, var_name='metric', ignore_index=False)\n",
    "        atk_df['Step'] = list(range(len([0, 1, 2, 5, 10, 20]))) * (len(atk_df) // 6)\n",
    "        atk_df['Botnet'] = key.capitalize()\n",
    "        \n",
    "        plot_data = pd.concat([plot_data, atk_df])\n",
    "    \n",
    "    plot_data.rename(columns={'value': 'Detection Rate'}, inplace=True)\n",
    "    return plot_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def produce_plot_relplot(plot_data):\n",
    "    plot_data.rename(columns={'frame': 'Model', 'Step': 'β Step'}, inplace=True)\n",
    "    grid = sns.relplot(data = plot_data, x='β Step', y='Detection Rate', hue='Botnet', col='Botnet', kind='line', linewidth=2,\n",
    "                       style='Model', col_wrap=7, palette='tab20', height=1.5, markers=['o', 'X'], markersize = 8, dashes=True, legend=True)\n",
    "    xticks = [0, 1, 2, 5, 10, 20]\n",
    "    grid.set(xticks=xticks, yticks = [0.0, 0.2, 0.4, 0.6, 0.8, 1.0],\n",
    "             xlim = [-0.5, 5.5], ylim = [-0.1, 1.1])\n",
    "    \n",
    "    for ax in grid.axes.flat:\n",
    "        ax.xaxis.set_ticks(range(len(xticks)))\n",
    "        ax.xaxis.set_ticklabels(xticks)\n",
    "        ax.tick_params(labelbottom=True)\n",
    "\n",
    "    \n",
    "    grid.set_titles(col_template=\"{col_name}\", row_template=\"{row_name}\", size=14)\n",
    "    grid.fig.tight_layout(w_pad = 1)\n",
    "    \n",
    "    grid.legend.remove()\n",
    "    grid.fig.legend(handles=grid.legend.legendHandles[-3:], loc=7, bbox_to_anchor=(0.5, 0.1, 0.5, 0.5)) # (0.4, -0.05, 0.5, 0.5)\n",
    "    return grid.fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1209.37x300 with 13 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "atk_type = 'benign' # This is for C2X_B attack. Set `atk_type` to 'malicious' for C2X_M.\n",
    "\n",
    "sns.set_style('whitegrid')\n",
    "model = 'egraphsage'\n",
    "baseline_dict = {}\n",
    "atk_dict = {}\n",
    "for dset in ['CTU', 'ToN_IoT']:\n",
    "    if dset == 'ToN_IoT':\n",
    "        atks = ['backdoor', 'ddos', 'dos', 'injection', 'password', 'ransomware', 'scanning', 'xss']\n",
    "    else:\n",
    "        atks = ['neris', 'rbot', 'virut', 'menti', 'murlo']\n",
    "    for atk in atks:\n",
    "        baseline_dict[atk] = pd.read_csv(f\"results/{dset}/scores/{model}/{atk}/baseline.csv\", index_col=0)\n",
    "        atk_dict[atk] = pd.read_csv(f\"results/{dset}/scores/{model}/{atk}/aa_structure_{atk_type}_from_C.csv\", index_col=0)\n",
    "        \n",
    "e_graphsage_data = produce_plot_data(baseline_dict, atk_dict)\n",
    "    \n",
    "model = 'linegraphsage'\n",
    "baseline_dict = {}\n",
    "atk_dict = {}\n",
    "for dset in ['CTU', 'ToN_IoT']:\n",
    "    if dset == 'ToN_IoT':\n",
    "        atks = ['backdoor', 'ddos', 'dos', 'injection', 'password', 'ransomware', 'scanning', 'xss']\n",
    "    else:\n",
    "        atks = ['neris', 'rbot', 'virut', 'menti', 'murlo']\n",
    "    for atk in atks:\n",
    "        baseline_dict[atk] = pd.read_csv(f\"results/{dset}/scores/{model}/{atk}/baseline.csv\", index_col=0)\n",
    "        atk_dict[atk] = pd.read_csv(f\"results/{dset}/scores/{model}/{atk}/aa_structure_{atk_type}_from_C.csv\", index_col=0)\n",
    "        \n",
    "linegraphsage_data = produce_plot_data(baseline_dict, atk_dict)\n",
    "\n",
    "data = pd.concat([\n",
    "    e_graphsage_data.assign(frame='EGraphSAGE'),\n",
    "    linegraphsage_data.assign(frame='LineGraphSAGE')\n",
    "], ignore_index=True)\n",
    "\n",
    "fig = produce_plot_relplot(data)\n",
    "fig.savefig(f\"figures/total/{atk_type}_from_C_big.pdf\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ADD NODE ATTACK"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def produce_add_node_data(baseline_dict, atk_dict, all_metrics = False):\n",
    "    plot_data = pd.DataFrame()\n",
    "    for key, df in atk_dict.items():\n",
    "        baseline_data = baseline_dict[key]\n",
    "        base_data = pd.concat([baseline_data.loc['1', ['recall', 'precision', 'f1-score']].rename(\n",
    "            {'precision': 'Mal Precision',\n",
    "             'recall': 'Mal Recall',\n",
    "             'f1-score': 'Mal F1-Score'}\n",
    "        ),\n",
    "            baseline_data.loc['0', ['recall', 'precision', 'f1-score']].rename(\n",
    "                {'precision': 'Ben Precision',\n",
    "                'recall': 'Ben Recall',\n",
    "                'f1-score': 'Ben F1-Score'}\n",
    "            )], axis = 0).to_frame().T\n",
    "        atk_df = pd.concat([base_data, atk_dict[key]], axis = 0)\n",
    "        atk_df.reset_index(inplace=True)\n",
    "        atk_df.rename(columns={'index': 'Step'}, inplace=True)\n",
    "        atk_df = atk_df[atk_df['Num Nodes'] != 2]\n",
    "        atk_df = atk_df[atk_df['Num Nodes'] != 20]\n",
    "        atk_df = atk_df[atk_df['Num Nodes'] != 50]\n",
    "        atk_df = atk_df[atk_df['Num Nodes'] != 200]\n",
    "        atk_df.fillna(0.0, inplace=True)\n",
    "        \n",
    "        if not all_metrics:\n",
    "            atk_df.drop(columns=['Mal Precision', 'Mal F1-Score', 'Ben Recall', 'Ben Precision', 'Ben F1-Score'], inplace=True)\n",
    "            \n",
    "        atk_df = pd.melt(atk_df, id_vars = ['Step', 'Num Nodes'], value_vars=['Mal Recall'], var_name='metric')\n",
    "        atk_df['Botnet'] = key.capitalize()\n",
    "        \n",
    "        baseline = atk_df[atk_df.Step == 0]\n",
    "        atk_df = atk_df[atk_df.Step != 0]\n",
    "        for step in [1, 5, 20]:\n",
    "            tmp = baseline.copy()\n",
    "            tmp['Num Nodes'] = 0\n",
    "            tmp['Step'] = step\n",
    "            atk_df = pd.concat([atk_df, tmp], axis=0)\n",
    "        \n",
    "        atk_df = atk_df.sort_values('Num Nodes')\n",
    "        atk_df = atk_df[atk_df.Step != 2]\n",
    "        atk_df = atk_df[atk_df.Step != 10]\n",
    "        atk_df['Num Nodes'] = atk_df['Num Nodes'].astype(str)\n",
    "        plot_data = pd.concat([plot_data, atk_df])\n",
    "    plot_data.rename(columns={'Step': '# Flows'}, inplace=True)\n",
    "    \n",
    "    # display(plot_data.head(30))\n",
    "    plot_data.rename(columns={'value': 'Detection Rate'}, inplace=True)\n",
    "    plot_data = plot_data.reset_index()\n",
    "    return plot_data\n",
    "\n",
    "def produce_plot_all_addnode(plot_data):\n",
    "    plot_data.rename(columns={'Num Nodes': 'Num Nodes η', '# Flows': '# Flows γ'}, inplace=True)\n",
    "    grid = sns.relplot(data = plot_data, x='Num Nodes η', y='Detection Rate', hue='Botnet', col='Botnet', kind='line', linewidth=2,\n",
    "                       style='# Flows γ', col_wrap=7, palette='tab20', height=1.5, markers=True, dashes=True, markersize = 8, legend=True)\n",
    "    xticks = [0, 1, 5, 10, 100, 1000]\n",
    "    grid.set(xticks=xticks, yticks = [0.0, 0.2, 0.4, 0.6, 0.8, 1.0],\n",
    "             xlim = [-0.5, 5.5], ylim = [-0.1, 1.1])\n",
    "\n",
    "    for ax in grid.axes.flat:\n",
    "        ax.xaxis.set_ticks(range(len(xticks)))\n",
    "        labels = [str(x) for x in [0, 1, 5, 10, 100, '1k']]\n",
    "        ax.xaxis.set_ticklabels(labels)\n",
    "        ax.tick_params(labelbottom=True)\n",
    "\n",
    "    grid.set_titles(col_template=\"{col_name}\", row_template=\"{row_name}\", size=14)\n",
    "    grid.fig.tight_layout(w_pad = 1)\n",
    "    \n",
    "    grid.legend.remove()\n",
    "    grid.fig.legend(handles=grid.legend.legendHandles[-4:], loc=7, bbox_to_anchor=(0.47, 0.05, 0.5, 0.5)) # (0.47, 0.05, 0.5, 0.5) (0.4, -0.05, 0.5, 0.5)\n",
    "    return grid.fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1189.88x300 with 13 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = 'egraphsage' # change with linegraphsage\n",
    "sns.set_style('whitegrid')\n",
    "atk_type = 'add_node'\n",
    "baseline_dict = {}\n",
    "atk_dict = {}\n",
    "for dset in ['CTU', 'ToN_IoT']:\n",
    "    if dset == 'ToN_IoT':\n",
    "        atks = ['backdoor', 'ddos', 'dos', 'injection', 'password', 'ransomware', 'scanning', 'xss']\n",
    "    else:\n",
    "        atks = ['neris', 'rbot', 'virut', 'menti', 'murlo']\n",
    "    for atk in atks:\n",
    "        baseline_dict[atk] = pd.read_csv(f\"results/{dset}/scores/{model}/{atk}/baseline.csv\", index_col=0)\n",
    "        atk_dict[atk] = pd.read_csv(f\"results/{dset}/scores/{model}/{atk}/aa_structure_{atk_type}.csv\", index_col=0)\n",
    "        \n",
    "e_graphsage_data = produce_add_node_data(baseline_dict, atk_dict)\n",
    "fig = produce_plot_all_addnode(e_graphsage_data)\n",
    "fig.savefig(f\"figures/total/{model}_{atk_type}_big.pdf\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
